{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "c20acbc1-d00f-46f4-92f8-093d60935550",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.image as mpimg\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "9ac73e5d-f0c9-4bc8-b7e2-38ea64af07ce",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "img = mpimg.imread(r'D:\\Dropbox\\QDM2_data\\Sammy\\MFZ-N1\\Optical Images\\Reflected.png')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "3979d687-c69a-4c4b-91af-c034d7946358",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x21c82f448e0>"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.imshow(img)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "ed3daefb-6d69-418f-b3e4-556772193d93",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(3135, 16559, 4)"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "img.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "b12b0288-2ae2-456d-afb8-cfb5e690e421",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x21c83a80a30>"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "def rgb2gray(rgb):\n",
    "    return np.dot(rgb[...,:3], [0.299, 0.587, 0.144])\n",
    "\n",
    "img_gray = rgb2gray(img)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "id": "3b3e0e81-3986-4810-825b-f8ddf339bfb1",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x21c46528fa0>"
      ]
     },
     "execution_count": 59,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "upper_lim = 1000\n",
    "lower_lim = 2300\n",
    "left_lim = 100\n",
    "right_lim = 15000\n",
    "\n",
    "lower_lim = 2000\n",
    "right_lim = 16000\n",
    "upper_lim = 1200\n",
    "\n",
    "plt.imshow(img_gray, cmap='gray')\n",
    "plt.axhline(upper_lim, linestyle='--', color='k')\n",
    "plt.axhline(lower_lim, linestyle='--', color='k')\n",
    "plt.axvline(left_lim, linestyle='--', color='k')\n",
    "plt.axvline(right_lim, linestyle='--', color='k')\n",
    "plt.show()\n",
    "\n",
    "\n",
    "target_area = img_gray[upper_lim:lower_lim, left_lim:right_lim]\n",
    "plt.imshow(target_area, cmap='gray')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "id": "e8277711-3ef2-4b5d-ab71-fed46baf062d",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "time_series = np.mean(target_area, axis=0)\n",
    "intensity_df = pd.read_csv(r'D:\\Dropbox\\QDM2_data\\Sammy\\MFZ-N1\\new_moment_planar\\magnetic_intensity.csv', header=None, names=['Depth', 'Intensity'])\n",
    "intensity_df['Intensity'] = intensity_df['Intensity'].values[::-1]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "id": "d534e9c8-601e-4964-8f70-660173dae3e3",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: xlabel='Depth'>"
      ]
     },
     "execution_count": 61,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "max_pixel = img_gray.shape[1]-left_lim\n",
    "scale_factor = 37.5/max_pixel\n",
    "image_depths = np.linspace(0, (right_lim-left_lim)*scale_factor, len(time_series))\n",
    "\n",
    "fig, ax = plt.subplots(2, 1, sharex=True)\n",
    "ax[0].plot(image_depths, 1-time_series)\n",
    "intensity_df.plot(x='Depth', y='Intensity', ax=ax[1])\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "761a7892-3fc3-4f66-a0f3-c1fb58cafc9e",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.13"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
